Missing values estimation and consensus building for incomplete hesitant fuzzy preference relations with multiplicative consistency

被引:48
作者
Xu, Yejun [1 ]
Li, Caiyun [1 ]
Wen, Xiaowei [2 ]
机构
[1] Hohai Univ, Business Sch, Nanjing 211100, Jiangsu, Peoples R China
[2] South China Agr Univ, Coll Econ & Management, Guangzhou 510642, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
Hesitant fuzzy preference relation; Incomplete hesitant fuzzy preference relation; Multiplicative consistency; Group decision making; Consensus; GROUP DECISION-MAKING; LINGUISTIC TERM SETS; REACHING PROCESS; INFORMATION; MODELS; AGGREGATION; ASSESSMENTS; OPERATORS; DEAL;
D O I
10.2991/ijcis.11.1.9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a decision support process for incomplete hesitant fuzzy preference relations (HFPRs). First, we present a revised definition of HFPRs, in which the values are not ordered for the hesitant fuzzy element. Second, we propose a method to normalize the HFPRs and estimate the missing elements in incomplete HFPRs based on multiplicative consistency. Based on this, a consensus model with incomplete HFPR is developed. A feedback mechanism is proposed to obtain a best choice with desired consensus level. Multiplicative consistency induced ordered weighted averaging (MC-IOWA) operator is used to aggregate the individual HFPRs into a collective one. A score HFPR is proposed for collective HFPR, and then the hesitant quantifier-guided non-dominance degrees (HQGNDD) of alternatives by using an OWA operator are obtained to rank the alternatives. Finally, a case study for evaluate the qualification of supply chain enterprises is provided to illustrate its application.
引用
收藏
页码:101 / 119
页数:19
相关论文
共 47 条
  • [1] Integrating three representation models in fuzzy multipurpose decision making based on fuzzy preference relations
    Chiclana, F
    Herrera, F
    Herrera-Viedma, E
    [J]. FUZZY SETS AND SYSTEMS, 1998, 97 (01) : 33 - 48
  • [2] Cardinal Consistency of Reciprocal Preference Relations: A Characterization of Multiplicative Transitivity
    Chiclana, Francisco
    Herrera-Viedma, Enrique
    Alonso, Sergio
    Herrera, Francisco
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2009, 17 (01) : 14 - 23
  • [3] Average-case consistency measurement and analysis of interval-valued reciprocal preference relations
    Dong, Yucheng
    Li, Cong-Cong
    Chiclana, Francisco
    Herrera-Viedma, Enrique
    [J]. KNOWLEDGE-BASED SYSTEMS, 2016, 114 : 108 - 117
  • [4] Connecting the linguistic hierarchy and the numerical scale for the 2-tuple linguistic model and its use to deal with hesitant unbalanced linguistic information
    Dong, Yucheng
    Li, Cong-Cong
    Herrera, Francisco
    [J]. INFORMATION SCIENCES, 2016, 367 : 259 - 278
  • [5] Minimizing adjusted simple terms in the consensus reaching process with hesitant linguistic assessments in group decision making
    Dong, Yucheng
    Chen, Xia
    Herrera, Francisco
    [J]. INFORMATION SCIENCES, 2015, 297 : 95 - 117
  • [6] The optimal group consensus models for 2-tuple linguistic preference relations
    Gong, Zai-Wu
    Forrest, Jeffrey
    Yang, Ying-Jie
    [J]. KNOWLEDGE-BASED SYSTEMS, 2013, 37 : 427 - 437
  • [7] The consensus models with interval preference opinions and their economic interpretation
    Gong, Zaiwu
    Xu, Xiaoxia
    Zhang, Huanhuan
    Ozturk, U. Aytun
    Herrera-Viedma, Enrique
    Xu, Chao
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2015, 55 : 81 - 90
  • [8] Two consensus models based on the minimum cost and maximum return regarding either all individuals or one individual
    Gong, Zaiwu
    Zhang, Huanhuan
    Forrest, Jeffrey
    Li, Lianshui
    Xu, Xiaoxia
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 240 (01) : 183 - 192
  • [9] An approach to group decision making with hesitant information and its application in credit risk evaluation of enterprises
    He, Yue
    Xu, Zeshui
    Gu, Jing
    [J]. APPLIED SOFT COMPUTING, 2016, 43 : 159 - 169
  • [10] A model of consensus in group decision making under linguistic assessments
    Herrera, F
    Herrera-Viedma, E
    Verdegay, JL
    [J]. FUZZY SETS AND SYSTEMS, 1996, 78 (01) : 73 - 87